Reliability approximation calculation method of roof beam of hydraulic support
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摘要: 针对液压支架顶梁可靠度详细计算方法计算量大的问题,提出了基于神经网络模型的液压支架顶梁可靠度近似计算方法。采用误差反向传播算法作为权值学习算法,选用平方型函数作为误差函数建立了顶梁可靠度近似计算神经网络模型。以ZY18000/25/45D型液压支架的顶梁为例进行可靠度近似计算,结果表明,顶梁可靠度计算相对误差在6.3%以内。Abstract: In view of problem that detailed reliability calculation method of roof beam of hydraulic support has large amount of calculation, a reliabillty approximation calculation method of roof beam of hydraulic support based on neural network model was proposed. Neural network model for reliability approximation calculation of roof beam was established. The back propagation algorithm is used as weight learning algorithm, and square type function is used as error function. Taking roof beam of ZY18000/25/45D hydraulic support as an example to calculate the reliability, the results show that relative error of roof beam reliability calculation is within 6.3%.
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期刊类型引用(3)
1. 赵惟诚,郭永志,王进军,戴振东,杨立强. 基于数值计算的液压支架结构件强度校核方法. 液压气动与密封. 2022(11): 94-98 . 百度学术
2. 管杰. 基于不同工况下的ZF12000型矿用液压支架顶梁结构强度分析. 机械管理开发. 2021(02): 100-101+109 . 百度学术
3. 吴询,岳晓博,胡晓峰. 大工作阻力放顶煤液压支架顶梁后部结构优化设计. 煤矿机械. 2020(09): 129-132 . 百度学术
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